Electricity Price Forecasting Using a Fuzzy System Tuned with a Differential Evolution Algorithm

被引:0
作者
Riano, Ivan [1 ]
Perdomo, Oscar E. [2 ]
机构
[1] Icaro Soluc Aereas, Bogota, Colombia
[2] Univ Dist Francisco Jose de Caldas, Bogota, Colombia
来源
2015 IEEE PES INNOVATIVE SMART GRID TECHNOLOGIES LATIN AMERICA (ISGT LATAM) | 2015年
关键词
Back propagation; forecasting; power prices; fuzzy system; differential evolution;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
In this paper we present a method which forecast the price of the kW/h for the next hour, this method was developed with an Expansion of Fuzzy Basis Functions (EFBF) and tuned with Differential Evolution (DE) algorithm. It shows a comparison of the validation results for the better individuals when varying the value of two parameters of DE and one parameter of the EFBD. Historical data were supplied by the Company XM belonging to ISA Group.
引用
收藏
页码:792 / 795
页数:4
相关论文
共 50 条
  • [21] Hierarchical Intuitionistic TSK Fuzzy System for Bitcoin Price Forecasting
    Hajek, Petr
    Olej, Vladimir
    2023 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, FUZZ, 2023,
  • [22] A differential evolution-based regression framework for forecasting Bitcoin price
    Jana, R. K.
    Ghosh, Indranil
    Das, Debojyoti
    ANNALS OF OPERATIONS RESEARCH, 2021, 306 (1-2) : 295 - 320
  • [23] A differential evolution-based regression framework for forecasting Bitcoin price
    R. K. Jana
    Indranil Ghosh
    Debojyoti Das
    Annals of Operations Research, 2021, 306 : 295 - 320
  • [24] Fuzzy Inference System Approach Using Clustering and Differential Evolution Optimization Applied to Identification of a Twin Rotor System
    Coelho, Leandro dos Santos
    Pessoa, Marcelo Wicthoff
    Mariani, Viviana Cocco
    Reynoso-Meza, Gilberto
    IFAC PAPERSONLINE, 2017, 50 (01): : 13102 - 13107
  • [25] Forecasting Day-ahead Electricity Price Using a Hybrid Improved Approach
    Hu, Jian-Ming
    Wang, Jian-Zhou
    JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2017, 12 (06) : 2166 - 2176
  • [26] ClusFuDE: Forecasting low dimensional numerical data using an improved method based on automatic clustering, fuzzy relationships and differential evolution
    Gupta, Charu
    Jain, Amita
    Tayal, Devendra Kumar
    Castillo, Oscar
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2018, 71 : 175 - 189
  • [27] Online Sequential Extreme Learning Machine Algorithm for Better Predispatch Electricity Price Forecasting Grids
    Xiao, Chixin
    Sutanto, Danny
    Muttaqi, Kashem M.
    Zhang, Minjie
    Meng, Ke
    Dong, Zhao Yang
    IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2021, 57 (02) : 1860 - 1871
  • [28] Hybrid Local General Regression Neural Network and Harmony Search Algorithm for Electricity Price Forecasting
    Elattar, Ehab E.
    Elsayed, Salah K.
    Farrag, Tamer Ahmed
    IEEE ACCESS, 2021, 9 : 2044 - 2054
  • [29] Neuro-Fuzzy System Design Using Differential Evolution with Local Information
    Lin, Chin-Teng
    Han, Ming-Feng
    Lin, Yang-Yin
    Liao, Shih-Hui
    Chang, Jyh-Yeong
    IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ 2011), 2011, : 1003 - 1006
  • [30] Fuzzy Unit Commitment Strategy Integrated with Solar Energy System Using a Modified Differential Evolution Approach
    Chakraborty, Shantanu
    Senjyu, Tomonobu
    Yona, Atsushi
    Saber, Ahmed Yousuf
    Funabashi, Toshihisa
    T& D ASIA: 2009 TRANSMISSION & DISTRIBUTION CONFERENCE & EXPOSITION: ASIA AND PACIFIC, 2009, : 22 - +